Overview

Brought to you by YData

Dataset statistics

Number of variables	26
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.0 MiB
Average record size in memory	208.0 B

Variable types

Numeric	9
Categorical	11
Boolean	5
Text	1

Alerts

`Exercise Induced Angina` is highly imbalanced (53.5%)	Imbalance
`Screen Time (hrs/day)` has 664 (6.6%) zeros	Zeros

Reproduction

Analysis started	2025-02-14 11:11:35.017938
Analysis finished	2025-02-14 11:11:57.941941
Duration	22.92 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

Age
Real number (ℝ)

Distinct	18
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.6015

Minimum	18
Maximum	35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	18
5-th percentile	18
Q1	22
median	27
Q3	31
95-th percentile	35
Maximum	35
Range	17
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.164239
Coefficient of variation (CV)	0.19413338
Kurtosis	-1.1983982
Mean	26.6015
Median Absolute Deviation (MAD)	4
Skewness	-0.014238085
Sum	266015
Variance	26.669365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
32	597	6.0%
26	583	5.8%
33	577	5.8%
27	575	5.8%
35	569	5.7%
24	568	5.7%
23	565	5.7%
34	561	5.6%
22	559	5.6%
28	556	5.6%
Other values (8)	4290	42.9%

Value	Count	Frequency (%)
18	520	5.2%
19	523	5.2%
20	550	5.5%
21	528	5.3%
22	559	5.6%
23	565	5.7%
24	568	5.7%
25	550	5.5%
26	583	5.8%
27	575	5.8%

Value	Count	Frequency (%)
35	569	5.7%
34	561	5.6%
33	577	5.8%
32	597	6.0%
31	533	5.3%
30	553	5.5%
29	533	5.3%
28	556	5.6%
27	575	5.8%
26	583	5.8%

Gender
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Male	4913
Female	4856
Other	231

Length

Max length	6
Median length	5
Mean length	4.9943
Min length	4

Characters and Unicode

Total characters	49943
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Female
3rd row	Female
4th row	Male
5th row	Female

Common Values

Value	Count	Frequency (%)
Male	4913	49.1%
Female	4856	48.6%
Other	231	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	4913	49.1%
female	4856	48.6%
other	231	2.3%

Most occurring characters

Value	Count	Frequency (%)
e	14856	29.7%
a	9769	19.6%
l	9769	19.6%
M	4913	9.8%
F	4856	9.7%
m	4856	9.7%
O	231	0.5%
t	231	0.5%
h	231	0.5%
r	231	0.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	39943	80.0%
Uppercase Letter	10000	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	14856	37.2%
a	9769	24.5%
l	9769	24.5%
m	4856	12.2%
t	231	0.6%
h	231	0.6%
r	231	0.6%

Uppercase Letter

Value	Count	Frequency (%)
M	4913	49.1%
F	4856	48.6%
O	231	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	49943	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	14856	29.7%
a	9769	19.6%
l	9769	19.6%
M	4913	9.8%
F	4856	9.7%
m	4856	9.7%
O	231	0.5%
t	231	0.5%
h	231	0.5%
r	231	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49943	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	14856	29.7%
a	9769	19.6%
l	9769	19.6%
M	4913	9.8%
F	4856	9.7%
m	4856	9.7%
O	231	0.5%
t	231	0.5%
h	231	0.5%
r	231	0.5%

Region
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Central	1746
North	1700
South	1664
East	1658
West	1643

Length

Max length	10
Median length	7
Mean length	5.8136
Min length	4

Characters and Unicode

Total characters	58136
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	East
2nd row	East
3rd row	North
4th row	East
5th row	West

Common Values

Value	Count	Frequency (%)
Central	1746	17.5%
North	1700	17.0%
South	1664	16.6%
East	1658	16.6%
West	1643	16.4%
North-East	1589	15.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
central	1746	17.5%
north	1700	17.0%
south	1664	16.6%
east	1658	16.6%
west	1643	16.4%
north-east	1589	15.9%

Most occurring characters

Value	Count	Frequency (%)
t	11589	19.9%
r	5035	8.7%
a	4993	8.6%
o	4953	8.5%
h	4953	8.5%
s	4890	8.4%
e	3389	5.8%
N	3289	5.7%
E	3247	5.6%
C	1746	3.0%
Other values (6)	10052	17.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	44958	77.3%
Uppercase Letter	11589	19.9%
Dash Punctuation	1589	2.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	11589	25.8%
r	5035	11.2%
a	4993	11.1%
o	4953	11.0%
h	4953	11.0%
s	4890	10.9%
e	3389	7.5%
n	1746	3.9%
l	1746	3.9%
u	1664	3.7%

Uppercase Letter

Value	Count	Frequency (%)
N	3289	28.4%
E	3247	28.0%
C	1746	15.1%
S	1664	14.4%
W	1643	14.2%

Dash Punctuation

Value	Count	Frequency (%)
-	1589	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	56547	97.3%
Common	1589	2.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	11589	20.5%
r	5035	8.9%
a	4993	8.8%
o	4953	8.8%
h	4953	8.8%
s	4890	8.6%
e	3389	6.0%
N	3289	5.8%
E	3247	5.7%
C	1746	3.1%
Other values (5)	8463	15.0%

Common

Value	Count	Frequency (%)
-	1589	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	58136	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	11589	19.9%
r	5035	8.7%
a	4993	8.6%
o	4953	8.5%
h	4953	8.5%
s	4890	8.4%
e	3389	5.8%
N	3289	5.7%
E	3247	5.6%
C	1746	3.0%
Other values (6)	10052	17.3%

Urban/Rural
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Urban	5918
Rural	4082

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	50000
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Urban
2nd row	Urban
3rd row	Urban
4th row	Urban
5th row	Rural

Common Values

Value	Count	Frequency (%)
Urban	5918	59.2%
Rural	4082	40.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
urban	5918	59.2%
rural	4082	40.8%

Most occurring characters

Value	Count	Frequency (%)
r	10000	20.0%
a	10000	20.0%
U	5918	11.8%
b	5918	11.8%
n	5918	11.8%
R	4082	8.2%
u	4082	8.2%
l	4082	8.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	40000	80.0%
Uppercase Letter	10000	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	10000	25.0%
a	10000	25.0%
b	5918	14.8%
n	5918	14.8%
u	4082	10.2%
l	4082	10.2%

Uppercase Letter

Value	Count	Frequency (%)
U	5918	59.2%
R	4082	40.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	50000	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	10000	20.0%
a	10000	20.0%
U	5918	11.8%
b	5918	11.8%
n	5918	11.8%
R	4082	8.2%
u	4082	8.2%
l	4082	8.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	10000	20.0%
a	10000	20.0%
U	5918	11.8%
b	5918	11.8%
n	5918	11.8%
R	4082	8.2%
u	4082	8.2%
l	4082	8.2%

SES
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Low	4019
Middle	3942
High	2039

Length

Max length	6
Median length	4
Mean length	4.3865
Min length	3

Characters and Unicode

Total characters	43865
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Middle
2nd row	Low
3rd row	Low
4th row	Middle
5th row	Low

Common Values

Value	Count	Frequency (%)
Low	4019	40.2%
Middle	3942	39.4%
High	2039	20.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
low	4019	40.2%
middle	3942	39.4%
high	2039	20.4%

Most occurring characters

Value	Count	Frequency (%)
d	7884	18.0%
i	5981	13.6%
L	4019	9.2%
o	4019	9.2%
w	4019	9.2%
M	3942	9.0%
l	3942	9.0%
e	3942	9.0%
H	2039	4.6%
g	2039	4.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	33865	77.2%
Uppercase Letter	10000	22.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
d	7884	23.3%
i	5981	17.7%
o	4019	11.9%
w	4019	11.9%
l	3942	11.6%
e	3942	11.6%
g	2039	6.0%
h	2039	6.0%

Uppercase Letter

Value	Count	Frequency (%)
L	4019	40.2%
M	3942	39.4%
H	2039	20.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	43865	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
d	7884	18.0%
i	5981	13.6%
L	4019	9.2%
o	4019	9.2%
w	4019	9.2%
M	3942	9.0%
l	3942	9.0%
e	3942	9.0%
H	2039	4.6%
g	2039	4.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43865	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
d	7884	18.0%
i	5981	13.6%
L	4019	9.2%
o	4019	9.2%
w	4019	9.2%
M	3942	9.0%
l	3942	9.0%
e	3942	9.0%
H	2039	4.6%
g	2039	4.6%

Smoking Status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Never	5013
Occasionally	2967
Regularly	2020

Length

Max length	12
Median length	5
Mean length	7.8849
Min length	5

Characters and Unicode

Total characters	78849
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Never
2nd row	Occasionally
3rd row	Occasionally
4th row	Occasionally
5th row	Occasionally

Common Values

Value	Count	Frequency (%)
Never	5013	50.1%
Occasionally	2967	29.7%
Regularly	2020	20.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
never	5013	50.1%
occasionally	2967	29.7%
regularly	2020	20.2%

Most occurring characters

Value	Count	Frequency (%)
e	12046	15.3%
l	9974	12.6%
a	7954	10.1%
r	7033	8.9%
c	5934	7.5%
N	5013	6.4%
v	5013	6.4%
y	4987	6.3%
O	2967	3.8%
s	2967	3.8%
Other values (6)	14961	19.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	68849	87.3%
Uppercase Letter	10000	12.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	12046	17.5%
l	9974	14.5%
a	7954	11.6%
r	7033	10.2%
c	5934	8.6%
v	5013	7.3%
y	4987	7.2%
s	2967	4.3%
i	2967	4.3%
o	2967	4.3%
Other values (3)	7007	10.2%

Uppercase Letter

Value	Count	Frequency (%)
N	5013	50.1%
O	2967	29.7%
R	2020	20.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	78849	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	12046	15.3%
l	9974	12.6%
a	7954	10.1%
r	7033	8.9%
c	5934	7.5%
N	5013	6.4%
v	5013	6.4%
y	4987	6.3%
O	2967	3.8%
s	2967	3.8%
Other values (6)	14961	19.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	78849	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	12046	15.3%
l	9974	12.6%
a	7954	10.1%
r	7033	8.9%
c	5934	7.5%
N	5013	6.4%
v	5013	6.4%
y	4987	6.3%
O	2967	3.8%
s	2967	3.8%
Other values (6)	14961	19.0%

Alcohol Consumption
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Never	6006
Occasionally	2999
Regularly	995

Length

Max length	12
Median length	5
Mean length	7.4973
Min length	5

Characters and Unicode

Total characters	74973
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Regularly
2nd row	Occasionally
3rd row	Occasionally
4th row	Never
5th row	Occasionally

Common Values

Value	Count	Frequency (%)
Never	6006	60.1%
Occasionally	2999	30.0%
Regularly	995	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
never	6006	60.1%
occasionally	2999	30.0%
regularly	995	10.0%

Most occurring characters

Value	Count	Frequency (%)
e	13007	17.3%
l	7988	10.7%
r	7001	9.3%
a	6993	9.3%
N	6006	8.0%
v	6006	8.0%
c	5998	8.0%
y	3994	5.3%
O	2999	4.0%
s	2999	4.0%
Other values (6)	11982	16.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	64973	86.7%
Uppercase Letter	10000	13.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	13007	20.0%
l	7988	12.3%
r	7001	10.8%
a	6993	10.8%
v	6006	9.2%
c	5998	9.2%
y	3994	6.1%
s	2999	4.6%
i	2999	4.6%
o	2999	4.6%
Other values (3)	4989	7.7%

Uppercase Letter

Value	Count	Frequency (%)
N	6006	60.1%
O	2999	30.0%
R	995	10.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	74973	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	13007	17.3%
l	7988	10.7%
r	7001	9.3%
a	6993	9.3%
N	6006	8.0%
v	6006	8.0%
c	5998	8.0%
y	3994	5.3%
O	2999	4.0%
s	2999	4.0%
Other values (6)	11982	16.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	13007	17.3%
l	7988	10.7%
r	7001	9.3%
a	6993	9.3%
N	6006	8.0%
v	6006	8.0%
c	5998	8.0%
y	3994	5.3%
O	2999	4.0%
s	2999	4.0%
Other values (6)	11982	16.0%

Diet Type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Non-Vegetarian	4943
Vegetarian	4057
Vegan	1000

Length

Max length	14
Median length	10
Mean length	11.4772
Min length	5

Characters and Unicode

Total characters	114772
Distinct characters	11
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Non-Vegetarian
2nd row	Non-Vegetarian
3rd row	Vegan
4th row	Vegetarian
5th row	Vegetarian

Common Values

Value	Count	Frequency (%)
Non-Vegetarian	4943	49.4%
Vegetarian	4057	40.6%
Vegan	1000	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
non-vegetarian	4943	49.4%
vegetarian	4057	40.6%
vegan	1000	10.0%

Most occurring characters

Value	Count	Frequency (%)
e	19000	16.6%
a	19000	16.6%
n	14943	13.0%
V	10000	8.7%
g	10000	8.7%
t	9000	7.8%
r	9000	7.8%
i	9000	7.8%
N	4943	4.3%
o	4943	4.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	94886	82.7%
Uppercase Letter	14943	13.0%
Dash Punctuation	4943	4.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	19000	20.0%
a	19000	20.0%
n	14943	15.7%
g	10000	10.5%
t	9000	9.5%
r	9000	9.5%
i	9000	9.5%
o	4943	5.2%

Uppercase Letter

Value	Count	Frequency (%)
V	10000	66.9%
N	4943	33.1%

Dash Punctuation

Value	Count	Frequency (%)
-	4943	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	109829	95.7%
Common	4943	4.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	19000	17.3%
a	19000	17.3%
n	14943	13.6%
V	10000	9.1%
g	10000	9.1%
t	9000	8.2%
r	9000	8.2%
i	9000	8.2%
N	4943	4.5%
o	4943	4.5%

Common

Value	Count	Frequency (%)
-	4943	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	114772	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	19000	16.6%
a	19000	16.6%
n	14943	13.0%
V	10000	8.7%
g	10000	8.7%
t	9000	7.8%
r	9000	7.8%
i	9000	7.8%
N	4943	4.3%
o	4943	4.3%

Physical Activity Level
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Sedentary	4954
Moderate	4023
High	1023

Length

Max length	9
Median length	8
Mean length	8.0862
Min length	4

Characters and Unicode

Total characters	80862
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sedentary
2nd row	Sedentary
3rd row	High
4th row	Sedentary
5th row	Moderate

Common Values

Value	Count	Frequency (%)
Sedentary	4954	49.5%
Moderate	4023	40.2%
High	1023	10.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sedentary	4954	49.5%
moderate	4023	40.2%
high	1023	10.2%

Most occurring characters

Value	Count	Frequency (%)
e	17954	22.2%
d	8977	11.1%
t	8977	11.1%
a	8977	11.1%
r	8977	11.1%
S	4954	6.1%
n	4954	6.1%
y	4954	6.1%
M	4023	5.0%
o	4023	5.0%
Other values (4)	4092	5.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	70862	87.6%
Uppercase Letter	10000	12.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	17954	25.3%
d	8977	12.7%
t	8977	12.7%
a	8977	12.7%
r	8977	12.7%
n	4954	7.0%
y	4954	7.0%
o	4023	5.7%
i	1023	1.4%
g	1023	1.4%

Uppercase Letter

Value	Count	Frequency (%)
S	4954	49.5%
M	4023	40.2%
H	1023	10.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	80862	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	17954	22.2%
d	8977	11.1%
t	8977	11.1%
a	8977	11.1%
r	8977	11.1%
S	4954	6.1%
n	4954	6.1%
y	4954	6.1%
M	4023	5.0%
o	4023	5.0%
Other values (4)	4092	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	80862	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	17954	22.2%
d	8977	11.1%
t	8977	11.1%
a	8977	11.1%
r	8977	11.1%
S	4954	6.1%
n	4954	6.1%
y	4954	6.1%
M	4023	5.0%
o	4023	5.0%
Other values (4)	4092	5.1%

Screen Time (hrs/day)
Real number (ℝ)

Zeros

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.5107

Minimum	0
Maximum	15
Zeros	664
Zeros (%)	6.6%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	8
Q3	12
95-th percentile	15
Maximum	15
Range	15
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.6265782
Coefficient of variation (CV)	0.61599827
Kurtosis	-1.2182299
Mean	7.5107
Median Absolute Deviation (MAD)	4
Skewness	-0.011736638
Sum	75107
Variance	21.405226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	664	6.6%
4	653	6.5%
12	653	6.5%
8	652	6.5%
14	645	6.5%
13	638	6.4%
9	635	6.3%
5	632	6.3%
11	628	6.3%
3	613	6.1%
Other values (6)	3587	35.9%

Value	Count	Frequency (%)
0	664	6.6%
1	604	6.0%
2	607	6.1%
3	613	6.1%
4	653	6.5%
5	632	6.3%
6	583	5.8%
7	598	6.0%
8	652	6.5%
9	635	6.3%

Value	Count	Frequency (%)
15	609	6.1%
14	645	6.5%
13	638	6.4%
12	653	6.5%
11	628	6.3%
10	586	5.9%
9	635	6.3%
8	652	6.5%
7	598	6.0%
6	583	5.8%

Sleep Duration (hrs/day)
Real number (ℝ)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4896

Minimum	3
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	4
median	6
Q3	8
95-th percentile	10
Maximum	10
Range	7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.2893265
Coefficient of variation (CV)	0.35276851
Kurtosis	-1.2338383
Mean	6.4896
Median Absolute Deviation (MAD)	2
Skewness	0.013889728
Sum	64896
Variance	5.2410159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	1276	12.8%
8	1274	12.7%
10	1268	12.7%
5	1263	12.6%
6	1260	12.6%
3	1236	12.4%
7	1235	12.3%
9	1188	11.9%

Value	Count	Frequency (%)
3	1236	12.4%
4	1276	12.8%
5	1263	12.6%
6	1260	12.6%
7	1235	12.3%
8	1274	12.7%
9	1188	11.9%
10	1268	12.7%

Value	Count	Frequency (%)
10	1268	12.7%
9	1188	11.9%
8	1274	12.7%
7	1235	12.3%
6	1260	12.6%
5	1263	12.6%
4	1276	12.8%
3	1236	12.4%

Family History of Heart Disease
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7071
True	2929

Value	Count	Frequency (%)
False	7071	70.7%
True	2929	29.3%

Diabetes
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	8002
True	1998

Value	Count	Frequency (%)
False	8002	80.0%
True	1998	20.0%

Hypertension
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7548
True	2452

Value	Count	Frequency (%)
False	7548	75.5%
True	2452	24.5%

Cholesterol Levels (mg/dL)
Real number (ℝ)

Distinct	201
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	199.649

Minimum	100
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	100
5-th percentile	110
Q1	150
median	199
Q3	249
95-th percentile	289
Maximum	300
Range	200
Interquartile range (IQR)	99

Descriptive statistics

Standard deviation	57.561902
Coefficient of variation (CV)	0.2883155
Kurtosis	-1.193264
Mean	199.649
Median Absolute Deviation (MAD)	50
Skewness	-0.00062048855
Sum	1996490
Variance	3313.3725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
227	73	0.7%
148	63	0.6%
185	63	0.6%
237	63	0.6%
106	63	0.6%
138	63	0.6%
173	63	0.6%
275	62	0.6%
119	62	0.6%
225	61	0.6%
Other values (191)	9364	93.6%

Value	Count	Frequency (%)
100	60	0.6%
101	48	0.5%
102	33	0.3%
103	44	0.4%
104	44	0.4%
105	51	0.5%
106	63	0.6%
107	54	0.5%
108	46	0.5%
109	48	0.5%

Value	Count	Frequency (%)
300	45	0.4%
299	47	0.5%
298	31	0.3%
297	43	0.4%
296	47	0.5%
295	48	0.5%
294	55	0.5%
293	33	0.3%
292	52	0.5%
291	43	0.4%

BMI (kg/m²)
Real number (ℝ)

Distinct	251
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.4419

Minimum	15
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	15
5-th percentile	16.2
Q1	21.2
median	27.5
Q3	33.7
95-th percentile	38.8
Maximum	40
Range	25
Interquartile range (IQR)	12.5

Descriptive statistics

Standard deviation	7.2237401
Coefficient of variation (CV)	0.26323761
Kurtosis	-1.1980763
Mean	27.4419
Median Absolute Deviation (MAD)	6.2
Skewness	0.0094200381
Sum	274419
Variance	52.182421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.7	57	0.6%
34.5	55	0.5%
32.9	53	0.5%
24.6	53	0.5%
30.1	53	0.5%
39.1	52	0.5%
17.6	52	0.5%
38.6	51	0.5%
17.8	51	0.5%
24.9	50	0.5%
Other values (241)	9473	94.7%

Value	Count	Frequency (%)
15	21	0.2%
15.1	28	0.3%
15.2	41	0.4%
15.3	42	0.4%
15.4	34	0.3%
15.5	36	0.4%
15.6	43	0.4%
15.7	42	0.4%
15.8	42	0.4%
15.9	43	0.4%

Value	Count	Frequency (%)
40	17	0.2%
39.9	37	0.4%
39.8	43	0.4%
39.7	40	0.4%
39.6	35	0.4%
39.5	41	0.4%
39.4	45	0.4%
39.3	36	0.4%
39.2	39	0.4%
39.1	52	0.5%

Stress Level
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Medium	4092
Low	2956
High	2952

Length

Max length	6
Median length	4
Mean length	4.5228
Min length	3

Characters and Unicode

Total characters	45228
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	High
2nd row	High
3rd row	Low
4th row	Medium
5th row	Low

Common Values

Value	Count	Frequency (%)
Medium	4092	40.9%
Low	2956	29.6%
High	2952	29.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medium	4092	40.9%
low	2956	29.6%
high	2952	29.5%

Most occurring characters

Value	Count	Frequency (%)
i	7044	15.6%
M	4092	9.0%
e	4092	9.0%
d	4092	9.0%
u	4092	9.0%
m	4092	9.0%
L	2956	6.5%
o	2956	6.5%
w	2956	6.5%
H	2952	6.5%
Other values (2)	5904	13.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	35228	77.9%
Uppercase Letter	10000	22.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	7044	20.0%
e	4092	11.6%
d	4092	11.6%
u	4092	11.6%
m	4092	11.6%
o	2956	8.4%
w	2956	8.4%
g	2952	8.4%
h	2952	8.4%

Uppercase Letter

Value	Count	Frequency (%)
M	4092	40.9%
L	2956	29.6%
H	2952	29.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	45228	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	7044	15.6%
M	4092	9.0%
e	4092	9.0%
d	4092	9.0%
u	4092	9.0%
m	4092	9.0%
L	2956	6.5%
o	2956	6.5%
w	2956	6.5%
H	2952	6.5%
Other values (2)	5904	13.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45228	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	7044	15.6%
M	4092	9.0%
e	4092	9.0%
d	4092	9.0%
u	4092	9.0%
m	4092	9.0%
L	2956	6.5%
o	2956	6.5%
w	2956	6.5%
H	2952	6.5%
Other values (2)	5904	13.1%

Blood Pressure (systolic/diastolic mmHg)
Text

Distinct	9892
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	11
Median length	10
Mean length	10.3248
Min length	10

Characters and Unicode

Total characters	103248
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9786 ?
Unique (%)	97.9%

Sample

1st row	177.0/63.1
2nd row	137.5/110.7
3rd row	138.3/76.6
4th row	177.1/90.0
5th row	130.7/108.8

Value	Count	Frequency (%)
166.4/83.7	3	< 0.1%
120.0/91.7	3	< 0.1%
107.2/111.0	2	< 0.1%
153.0/78.6	2	< 0.1%
130.1/97.4	2	< 0.1%
170.3/116.8	2	< 0.1%
173.2/88.2	2	< 0.1%
149.6/99.5	2	< 0.1%
135.1/66.4	2	< 0.1%
160.8/114.4	2	< 0.1%
Other values (9882)	9978	99.8%

Most occurring characters

Value	Count	Frequency (%)
1	20174	19.5%
.	20000	19.4%
/	10000	9.7%
0	7046	6.8%
7	6998	6.8%
6	6962	6.7%
8	5694	5.5%
9	5602	5.4%
2	5261	5.1%
4	5176	5.0%
Other values (2)	10335	10.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	73248	70.9%
Other Punctuation	30000	29.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	20174	27.5%
0	7046	9.6%
7	6998	9.6%
6	6962	9.5%
8	5694	7.8%
9	5602	7.6%
2	5261	7.2%
4	5176	7.1%
5	5176	7.1%
3	5159	7.0%

Other Punctuation

Value	Count	Frequency (%)
.	20000	66.7%
/	10000	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	103248	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	20174	19.5%
.	20000	19.4%
/	10000	9.7%
0	7046	6.8%
7	6998	6.8%
6	6962	6.7%
8	5694	5.5%
9	5602	5.4%
2	5261	5.1%
4	5176	5.0%
Other values (2)	10335	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	103248	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	20174	19.5%
.	20000	19.4%
/	10000	9.7%
0	7046	6.8%
7	6998	6.8%
6	6962	6.7%
8	5694	5.5%
9	5602	5.4%
2	5261	5.1%
4	5176	5.0%
Other values (2)	10335	10.0%

Resting Heart Rate (bpm)
Real number (ℝ)

Distinct	60
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.4934

Minimum	60
Maximum	119
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	60
5-th percentile	62
Q1	74
median	90
Q3	104
95-th percentile	117
Maximum	119
Range	59
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	17.318237
Coefficient of variation (CV)	0.19351413
Kurtosis	-1.2042462
Mean	89.4934
Median Absolute Deviation (MAD)	15
Skewness	-0.002111082
Sum	894934
Variance	299.92135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	193	1.9%
97	193	1.9%
111	191	1.9%
95	190	1.9%
70	187	1.9%
117	186	1.9%
90	185	1.8%
101	184	1.8%
74	180	1.8%
69	179	1.8%
Other values (50)	8132	81.3%

Value	Count	Frequency (%)
60	178	1.8%
61	161	1.6%
62	163	1.6%
63	177	1.8%
64	144	1.4%
65	168	1.7%
66	169	1.7%
67	161	1.6%
68	160	1.6%
69	179	1.8%

Value	Count	Frequency (%)
119	154	1.5%
118	161	1.6%
117	186	1.9%
116	163	1.6%
115	165	1.7%
114	168	1.7%
113	147	1.5%
112	160	1.6%
111	191	1.9%
110	193	1.9%

ECG Results
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Normal	8516
Abnormal	1484

Length

Max length	8
Median length	6
Mean length	6.2968
Min length	6

Characters and Unicode

Total characters	62968
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal
2nd row	Normal
3rd row	Normal
4th row	Normal
5th row	Normal

Common Values

Value	Count	Frequency (%)
Normal	8516	85.2%
Abnormal	1484	14.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	8516	85.2%
abnormal	1484	14.8%

Most occurring characters

Value	Count	Frequency (%)
o	10000	15.9%
r	10000	15.9%
m	10000	15.9%
a	10000	15.9%
l	10000	15.9%
N	8516	13.5%
A	1484	2.4%
b	1484	2.4%
n	1484	2.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	52968	84.1%
Uppercase Letter	10000	15.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	10000	18.9%
r	10000	18.9%
m	10000	18.9%
a	10000	18.9%
l	10000	18.9%
b	1484	2.8%
n	1484	2.8%

Uppercase Letter

Value	Count	Frequency (%)
N	8516	85.2%
A	1484	14.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	62968	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	10000	15.9%
r	10000	15.9%
m	10000	15.9%
a	10000	15.9%
l	10000	15.9%
N	8516	13.5%
A	1484	2.4%
b	1484	2.4%
n	1484	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	62968	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	10000	15.9%
r	10000	15.9%
m	10000	15.9%
a	10000	15.9%
l	10000	15.9%
N	8516	13.5%
A	1484	2.4%
b	1484	2.4%
n	1484	2.4%

Chest Pain Type
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Typical	2545
Non-anginal	2508
Asymptomatic	2487
Atypical	2460

Length

Max length	12
Median length	11
Mean length	9.4927
Min length	7

Characters and Unicode

Total characters	94927
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Non-anginal
2nd row	Non-anginal
3rd row	Typical
4th row	Non-anginal
5th row	Atypical

Common Values

Value	Count	Frequency (%)
Typical	2545	25.4%
Non-anginal	2508	25.1%
Asymptomatic	2487	24.9%
Atypical	2460	24.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
typical	2545	25.4%
non-anginal	2508	25.1%
asymptomatic	2487	24.9%
atypical	2460	24.6%

Most occurring characters

Value	Count	Frequency (%)
a	12508	13.2%
i	10000	10.5%
n	7524	7.9%
l	7513	7.9%
y	7492	7.9%
p	7492	7.9%
c	7492	7.9%
t	7434	7.8%
o	4995	5.3%
m	4974	5.2%
Other values (6)	17503	18.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	82419	86.8%
Uppercase Letter	10000	10.5%
Dash Punctuation	2508	2.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	12508	15.2%
i	10000	12.1%
n	7524	9.1%
l	7513	9.1%
y	7492	9.1%
p	7492	9.1%
c	7492	9.1%
t	7434	9.0%
o	4995	6.1%
m	4974	6.0%
Other values (2)	4995	6.1%

Uppercase Letter

Value	Count	Frequency (%)
A	4947	49.5%
T	2545	25.4%
N	2508	25.1%

Dash Punctuation

Value	Count	Frequency (%)
-	2508	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	92419	97.4%
Common	2508	2.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	12508	13.5%
i	10000	10.8%
n	7524	8.1%
l	7513	8.1%
y	7492	8.1%
p	7492	8.1%
c	7492	8.1%
t	7434	8.0%
o	4995	5.4%
m	4974	5.4%
Other values (5)	14995	16.2%

Common

Value	Count	Frequency (%)
-	2508	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	94927	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	12508	13.2%
i	10000	10.5%
n	7524	7.9%
l	7513	7.9%
y	7492	7.9%
p	7492	7.9%
c	7492	7.9%
t	7434	7.8%
o	4995	5.3%
m	4974	5.2%
Other values (6)	17503	18.4%

Maximum Heart Rate Achieved
Real number (ℝ)

Distinct	121
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	159.6839

Minimum	100
Maximum	220
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	100
5-th percentile	105
Q1	129
median	160
Q3	190
95-th percentile	215
Maximum	220
Range	120
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	35.034037
Coefficient of variation (CV)	0.21939617
Kurtosis	-1.1925333
Mean	159.6839
Median Absolute Deviation (MAD)	30
Skewness	0.0081531526
Sum	1596839
Variance	1227.3837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
143	107	1.1%
104	104	1.0%
101	99	1.0%
162	98	1.0%
180	97	1.0%
105	97	1.0%
131	96	1.0%
109	95	0.9%
126	95	0.9%
173	95	0.9%
Other values (111)	9017	90.2%

Value	Count	Frequency (%)
100	81	0.8%
101	99	1.0%
102	80	0.8%
103	87	0.9%
104	104	1.0%
105	97	1.0%
106	83	0.8%
107	74	0.7%
108	80	0.8%
109	95	0.9%

Value	Count	Frequency (%)
220	85	0.9%
219	92	0.9%
218	83	0.8%
217	90	0.9%
216	75	0.8%
215	91	0.9%
214	95	0.9%
213	76	0.8%
212	88	0.9%
211	68	0.7%

Exercise Induced Angina
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	9011
True	989

Value	Count	Frequency (%)
False	9011	90.1%
True	989	9.9%

Blood Oxygen Levels (SpO2%)
Real number (ℝ)

Distinct	101
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.94073

Minimum	90
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	90
5-th percentile	90.5
Q1	92.4
median	94.9
Q3	97.4
95-th percentile	99.5
Maximum	100
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8833289
Coefficient of variation (CV)	0.030369778
Kurtosis	-1.1911426
Mean	94.94073
Median Absolute Deviation (MAD)	2.5
Skewness	0.025636142
Sum	949407.3
Variance	8.3135854
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93.1	130	1.3%
95.1	117	1.2%
92.2	116	1.2%
95.2	116	1.2%
91.5	115	1.1%
96	115	1.1%
90.6	115	1.1%
93.7	113	1.1%
92.3	112	1.1%
94.1	112	1.1%
Other values (91)	8839	88.4%

Value	Count	Frequency (%)
90	55	0.5%
90.1	112	1.1%
90.2	84	0.8%
90.3	108	1.1%
90.4	107	1.1%
90.5	96	1.0%
90.6	115	1.1%
90.7	106	1.1%
90.8	104	1.0%
90.9	103	1.0%

Value	Count	Frequency (%)
100	51	0.5%
99.9	85	0.9%
99.8	102	1.0%
99.7	100	1.0%
99.6	101	1.0%
99.5	102	1.0%
99.4	90	0.9%
99.3	103	1.0%
99.2	111	1.1%
99.1	84	0.8%

Triglyceride Levels (mg/dL)
Real number (ℝ)

Distinct	451
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	275.0101

Minimum	50
Maximum	500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	50
5-th percentile	72
Q1	164
median	277
Q3	385
95-th percentile	477
Maximum	500
Range	450
Interquartile range (IQR)	221

Descriptive statistics

Standard deviation	128.82599
Coefficient of variation (CV)	0.46844095
Kurtosis	-1.17229
Mean	275.0101
Median Absolute Deviation (MAD)	110.5
Skewness	-0.011710495
Sum	2750101
Variance	16596.137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
388	38	0.4%
308	34	0.3%
280	34	0.3%
293	33	0.3%
427	32	0.3%
228	32	0.3%
93	32	0.3%
409	32	0.3%
60	32	0.3%
377	32	0.3%
Other values (441)	9669	96.7%

Value	Count	Frequency (%)
50	20	0.2%
51	19	0.2%
52	19	0.2%
53	16	0.2%
54	16	0.2%
55	25	0.2%
56	19	0.2%
57	17	0.2%
58	30	0.3%
59	25	0.2%

Value	Count	Frequency (%)
500	19	0.2%
499	22	0.2%
498	25	0.2%
497	19	0.2%
496	13	0.1%
495	20	0.2%
494	27	0.3%
493	23	0.2%
492	20	0.2%
491	20	0.2%

Heart Attack Likelihood
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7962
True	2038

Value	Count	Frequency (%)
False	7962	79.6%
True	2038	20.4%

Interactions

Correlations

	Age	Alcohol Consumption	BMI (kg/m²)	Blood Oxygen Levels (SpO2%)	Chest Pain Type	Cholesterol Levels (mg/dL)	Diabetes	Diet Type	ECG Results	Exercise Induced Angina	Family History of Heart Disease	Gender	Heart Attack Likelihood	Hypertension	Maximum Heart Rate Achieved	Physical Activity Level	Region	Resting Heart Rate (bpm)	SES	Screen Time (hrs/day)	Sleep Duration (hrs/day)	Smoking Status	Stress Level	Triglyceride Levels (mg/dL)	Urban/Rural
Age	1.000	0.000	-0.003	0.008	0.000	-0.016	0.000	0.000	0.000	0.037	0.000	0.000	0.000	0.000	-0.000	0.016	0.000	0.002	0.007	-0.006	-0.007	0.000	0.023	0.006	0.000
Alcohol Consumption	0.000	1.000	0.000	0.000	0.026	0.014	0.000	0.006	0.000	0.006	0.000	0.000	0.000	0.000	0.018	0.005	0.009	0.012	0.000	0.013	0.000	0.000	0.000	0.004	0.000
BMI (kg/m²)	-0.003	0.000	1.000	0.001	0.000	0.016	0.000	0.000	0.000	0.000	0.000	0.013	0.021	0.000	0.023	0.013	0.007	-0.009	0.000	0.001	-0.006	0.015	0.000	0.003	0.000
Blood Oxygen Levels (SpO2%)	0.008	0.000	0.001	1.000	0.018	-0.000	0.000	0.000	0.024	0.014	0.000	0.000	0.000	0.016	0.013	0.000	0.000	-0.001	0.000	0.009	0.009	0.015	0.006	0.009	0.000
Chest Pain Type	0.000	0.026	0.000	0.018	1.000	0.024	0.000	0.000	0.013	0.000	0.008	0.000	0.000	0.010	0.003	0.017	0.007	0.008	0.000	0.000	0.000	0.000	0.000	0.000	0.014
Cholesterol Levels (mg/dL)	-0.016	0.014	0.016	-0.000	0.024	1.000	0.008	0.022	0.000	0.009	0.000	0.004	0.021	0.000	0.008	0.021	0.015	-0.012	0.000	0.027	0.018	0.000	0.014	-0.001	0.012
Diabetes	0.000	0.000	0.000	0.000	0.000	0.008	1.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.012	0.017	0.013	0.000	0.000	0.009	0.044	0.000	0.008	0.033	0.000
Diet Type	0.000	0.006	0.000	0.000	0.000	0.022	0.000	1.000	0.000	0.000	0.021	0.009	0.000	0.020	0.000	0.012	0.000	0.000	0.016	0.007	0.000	0.019	0.006	0.012	0.000
ECG Results	0.000	0.000	0.000	0.024	0.013	0.000	0.009	0.000	1.000	0.000	0.000	0.003	0.000	0.000	0.010	0.000	0.007	0.000	0.017	0.033	0.000	0.000	0.016	0.011	0.002
Exercise Induced Angina	0.037	0.006	0.000	0.014	0.000	0.009	0.000	0.000	0.000	1.000	0.008	0.000	0.000	0.000	0.020	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.011	0.021	0.000
Family History of Heart Disease	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.021	0.000	0.008	1.000	0.000	0.000	0.000	0.000	0.026	0.000	0.018	0.000	0.000	0.000	0.014	0.000	0.018	0.010
Gender	0.000	0.000	0.013	0.000	0.000	0.004	0.000	0.009	0.003	0.000	0.000	1.000	0.018	0.000	0.000	0.011	0.000	0.000	0.000	0.018	0.006	0.007	0.004	0.000	0.019
Heart Attack Likelihood	0.000	0.000	0.021	0.000	0.000	0.021	0.000	0.000	0.000	0.000	0.000	0.018	1.000	0.000	0.000	0.012	0.012	0.013	0.000	0.000	0.000	0.000	0.030	0.000	0.017
Hypertension	0.000	0.000	0.000	0.016	0.010	0.000	0.000	0.020	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.005	0.012	0.012	0.000	0.000	0.000	0.000
Maximum Heart Rate Achieved	-0.000	0.018	0.023	0.013	0.003	0.008	0.012	0.000	0.010	0.020	0.000	0.000	0.000	0.000	1.000	0.012	0.012	-0.015	0.000	0.013	-0.001	0.012	0.000	0.009	0.024
Physical Activity Level	0.016	0.005	0.013	0.000	0.017	0.021	0.017	0.012	0.000	0.000	0.026	0.011	0.012	0.000	0.012	1.000	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.017	0.000
Region	0.000	0.009	0.007	0.000	0.007	0.015	0.013	0.000	0.007	0.000	0.000	0.000	0.012	0.000	0.012	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.000
Resting Heart Rate (bpm)	0.002	0.012	-0.009	-0.001	0.008	-0.012	0.000	0.000	0.000	0.005	0.018	0.000	0.013	0.000	-0.015	0.000	0.000	1.000	0.000	0.020	-0.006	0.000	0.000	-0.004	0.000
SES	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.016	0.017	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.000	0.000	1.000	0.003	0.013	0.000	0.000	0.000	0.000
Screen Time (hrs/day)	-0.006	0.013	0.001	0.009	0.000	0.027	0.009	0.007	0.033	0.000	0.000	0.018	0.000	0.012	0.013	0.000	0.000	0.020	0.003	1.000	-0.004	0.000	0.000	-0.010	0.000
Sleep Duration (hrs/day)	-0.007	0.000	-0.006	0.009	0.000	0.018	0.044	0.000	0.000	0.000	0.000	0.006	0.000	0.012	-0.001	0.000	0.000	-0.006	0.013	-0.004	1.000	0.000	0.000	-0.002	0.000
Smoking Status	0.000	0.000	0.015	0.015	0.000	0.000	0.000	0.019	0.000	0.000	0.014	0.007	0.000	0.000	0.012	0.004	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000
Stress Level	0.023	0.000	0.000	0.006	0.000	0.014	0.008	0.006	0.016	0.011	0.000	0.004	0.030	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.009	0.000
Triglyceride Levels (mg/dL)	0.006	0.004	0.003	0.009	0.000	-0.001	0.033	0.012	0.011	0.021	0.018	0.000	0.000	0.000	0.009	0.017	0.014	-0.004	0.000	-0.010	-0.002	0.000	0.009	1.000	0.010
Urban/Rural	0.000	0.000	0.000	0.000	0.014	0.012	0.000	0.000	0.002	0.000	0.010	0.019	0.017	0.000	0.024	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.010	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Age	Gender	Region	Urban/Rural	SES	Smoking Status	Alcohol Consumption	Diet Type	Physical Activity Level	Screen Time (hrs/day)	Sleep Duration (hrs/day)	Family History of Heart Disease	Diabetes	Hypertension	Cholesterol Levels (mg/dL)	BMI (kg/m²)	Stress Level	Blood Pressure (systolic/diastolic mmHg)	Resting Heart Rate (bpm)	ECG Results	Chest Pain Type	Maximum Heart Rate Achieved	Exercise Induced Angina	Blood Oxygen Levels (SpO2%)	Triglyceride Levels (mg/dL)	Heart Attack Likelihood
0	30	Male	East	Urban	Middle	Never	Regularly	Non-Vegetarian	Sedentary	3	8	No	No	Yes	148	34.4	High	177.0/63.1	82	Normal	Non-anginal	183	No	94.1	58	No
1	24	Female	East	Urban	Low	Occasionally	Occasionally	Non-Vegetarian	Sedentary	15	9	No	No	No	124	25.0	High	137.5/110.7	76	Normal	Non-anginal	118	No	97.1	341	No
2	24	Female	North	Urban	Low	Occasionally	Occasionally	Vegan	High	15	3	Yes	Yes	No	256	33.9	Low	138.3/76.6	86	Normal	Typical	164	No	92.7	373	Yes
3	27	Male	East	Urban	Middle	Occasionally	Never	Vegetarian	Sedentary	6	7	No	No	No	137	19.0	Medium	177.1/90.0	106	Normal	Non-anginal	188	No	98.4	102	Yes
4	21	Female	West	Rural	Low	Occasionally	Occasionally	Vegetarian	Moderate	4	9	Yes	No	No	262	28.0	Low	130.7/108.8	73	Normal	Atypical	216	No	94.9	235	No
5	20	Male	West	Rural	Middle	Never	Never	Non-Vegetarian	High	2	5	Yes	No	No	205	15.5	High	171.5/107.1	115	Normal	Atypical	142	No	93.0	129	No
6	29	Male	East	Rural	High	Regularly	Never	Non-Vegetarian	Moderate	8	10	Yes	Yes	Yes	278	21.4	Low	176.7/110.0	118	Normal	Non-anginal	181	No	93.4	444	No
7	32	Female	North	Urban	Low	Never	Occasionally	Non-Vegetarian	Sedentary	13	4	No	No	No	254	17.9	High	146.2/76.6	71	Normal	Atypical	210	No	95.0	316	No
8	19	Female	West	Rural	Middle	Occasionally	Occasionally	Non-Vegetarian	Sedentary	3	9	Yes	No	No	132	18.2	Medium	132.3/98.9	70	Normal	Non-anginal	161	No	90.9	241	No
9	35	Male	West	Urban	High	Occasionally	Never	Non-Vegetarian	Sedentary	12	9	Yes	No	Yes	268	30.7	High	140.5/106.1	110	Normal	Asymptomatic	141	No	97.1	297	No

	Age	Gender	Region	Urban/Rural	SES	Smoking Status	Alcohol Consumption	Diet Type	Physical Activity Level	Screen Time (hrs/day)	Sleep Duration (hrs/day)	Family History of Heart Disease	Diabetes	Hypertension	Cholesterol Levels (mg/dL)	BMI (kg/m²)	Stress Level	Blood Pressure (systolic/diastolic mmHg)	Resting Heart Rate (bpm)	ECG Results	Chest Pain Type	Maximum Heart Rate Achieved	Exercise Induced Angina	Blood Oxygen Levels (SpO2%)	Triglyceride Levels (mg/dL)	Heart Attack Likelihood
9990	26	Female	North	Urban	Low	Regularly	Never	Vegetarian	Sedentary	11	9	Yes	No	No	252	33.0	High	148.8/67.4	115	Abnormal	Atypical	198	No	92.7	409	No
9991	20	Female	South	Rural	Low	Never	Never	Vegetarian	Moderate	5	7	No	No	No	209	26.0	Medium	171.0/106.7	97	Abnormal	Atypical	189	No	93.9	322	No
9992	28	Female	East	Rural	Middle	Occasionally	Occasionally	Vegetarian	Moderate	2	7	No	No	No	121	19.2	Low	117.2/80.3	90	Abnormal	Atypical	108	No	94.5	466	No
9993	30	Female	East	Rural	Low	Never	Regularly	Vegetarian	Moderate	10	10	No	No	Yes	296	37.2	High	167.5/106.0	97	Normal	Asymptomatic	125	No	90.2	173	No
9994	20	Female	West	Rural	Middle	Occasionally	Occasionally	Non-Vegetarian	Sedentary	15	4	No	No	No	153	31.0	Medium	122.0/73.5	96	Normal	Non-anginal	159	No	95.8	132	No
9995	33	Female	East	Rural	Low	Occasionally	Occasionally	Vegan	Sedentary	2	4	No	Yes	No	141	20.1	Low	127.6/64.8	88	Abnormal	Atypical	147	No	90.8	296	No
9996	35	Female	North-East	Rural	Low	Occasionally	Never	Vegan	High	14	7	No	No	No	188	27.4	Low	162.5/77.4	116	Normal	Atypical	136	No	95.7	254	No
9997	32	Male	West	Urban	Middle	Regularly	Never	Non-Vegetarian	Moderate	1	5	Yes	Yes	No	221	22.9	High	120.8/81.3	62	Normal	Typical	171	No	98.6	319	No
9998	21	Female	Central	Rural	Middle	Regularly	Never	Vegan	Sedentary	9	4	Yes	No	No	188	35.1	Medium	110.0/100.3	84	Abnormal	Non-anginal	137	No	91.5	317	No
9999	28	Male	North	Rural	High	Never	Never	Vegetarian	Sedentary	5	3	No	No	Yes	129	33.1	High	166.0/83.5	77	Normal	Asymptomatic	220	No	97.4	80	No

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category